Know it then all.

A permissioned model of how your organisation remembers, reasons, and acts. Live on Microsoft Fabric.

Pearl on Fabric · grounded in the live ontology
CustomerSituationOntology 0n · 0e
About

Memory for teams that decide, ship, and stay aligned.

Every answer starts from grounded context. The brain turns scattered signals (emails, support cases, contract terms, product usage) into one permissioned graph that recalls, reasons, and acts.

See the live graph

Memory × Reasoning

The brain mutates per question. See it live in the chat above.

Three layers.

Every artefact maps to the layer where it lives. Factual is what happened. Interaction is why it matters. Action is what should happen next. Conflicts surface where teams hold different assumptions about the same thing.

One substrate.

The brain runs on Microsoft Fabric. The ontology binds entity types to Lakehouse tables, Fabric Data Agents reason over them, and Foundry IQ retrieves grounded knowledge with Microsoft Purview ACLs enforced end to end.

What the brain knows.

Factual and interaction.

Maps every customer touchpoint (contracts, support cases, meetings, emails) into a permissioned graph the model can reason over. Every fact carries its source, timestamp, and ACL.

Action and conflicts.

Surfaces the next step with owner, due date, and approval gate. Flags where teams hold different assumptions about the same customer, and shows the chain of evidence.